Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2009)

Abstract:

The advent of video coverage of sports has provided an impetus to develop models for tactics analysis for providing training assistance by summarizing the play tactics from video streams. Though there are plenty of sports data and statistics available, there has been no real effort to scientifically extract value from such data. The rapid growth in size of the match
database far exceeds the human abilities to analyze such data, thus creating an opportunity for using data mining on this
database. The aim of this work is to mine sports video annotation data to extract knowledge about match play sequences and
applying that knowledge for classification of players for developing player specific training taxonomy. The major objective of this paper is to analyze individual player’s performances and to devise a classification technique so as to classify them into
appropriate groups using the frequently played patterns and other performance indices like strike rate, six-runs and fourruns. This classification helps the coaches to know the current form of the player and to understand their strengths and
weaknesses. With this information, a coach can assess the effectiveness of certain coaching decisions and formulate game
strategy for subsequent games. To achieve the objective of this work, video stream of cricket matches were observed manually
and ball shot descriptions were taken as annotation and stored into an object-relational data model. Frequently occurring
patterns were identified, then further evaluation was carried out on those patterns to group them into different clusters based
ontheir influence in producing success and failure. Classification mechanism is applied to analyze each and every individual player’s strengths and weaknesses to fix them into a respective class of training taxonomy.

Description:

Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia.